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Okay, I know I've seen a lot of engineers and technical folks on here.
I have a complex math problem relating to the classic wind triangle that I posted on sci.math and received little response. I don't know if they're stumped or just not interested. :-) Here is a copy of my original post and the only useful response I received. Anyone have a solution? (For the controllers here, this is an enhancement we are trying to add to the Falcon program that centers will see next year, which was developed by a controller here at ZKC.) Chad Speer PP-ASEL, IA ATCS, Kansas City ARTCC ************************************************** * ************************************************** * My original post: ***** I am helping someone with a program that estimates wind speed and direction using radar data from aircraft. I need help finding a formula that can determine the wind speed and direction when given the following information for multiple aircraft: direction of travel speed across the ground speed through the air The direction of travel and the speed across the ground are taken from the radar data. The speed through the air is taken from the pilot's flight plan. We're air traffic controllers trying to improve our training tools, so we get access to all the goodies. I know that with information from just one aircraft, the possibilities are endless for the wind speed and direction. I think it is possible to use the same data from two or more aircraft to determine the wind speed and direction. I thought I could come up with a formula to solve this, but the need to reference everything to north in order to achieve actual directions instead of just angles took it way above my head. Basically, you are given the lengths of two adjacent sides of many different triangles. You also know the angle of one of those sides (aircraft direction) with respect to a known reference (north). The properties common to all of the triangles, which are unknown, are the length of the third side (wind speed) and the angle of that third side (wind direction) with respect to a known reference (north). If I have not described this well enough, I can upload some diagrams to a web page to simplify the problem. I would really be grateful if someone is able to solve this! ***** A useful response: ***** Interesting problem. For the single aircraft, case, let: Wd, Ws be wind direction and speed. Ad, As be aircraft direction and speed (relative to the air, not the ground). Gd, Gs be aircraft direction and speed (relative to the ground). Representing each vector as a 2-tuple of (direction, magnitude) gives: (Gd, Gs) = (Ad, As) + (Wd, Ws) The unknowns are Ad, Ws, and Wd. (Note that As is known due to filed information, i.e. a pilot will know how fast his aircraft cruises.) Splitting into x- and y-components will result in 2 equations with 3 unknowns. I agree that there are infinitely many solutions in the single-aircraft case. For the two-aircraft case (and I'll just suffix with 1 and 2), we have: (Gd1, Gs1) = (Ad1, As1) + (Wd, Ws) (Gd2, Gs2) = (Ad2, As2) + (Wd, Ws) where of course we assume that the wind affecting each aircraft (since they are presumably not too many tens of miles apart) is the same. Breaking into x- and y-components leads to 4 equations and 4 unknowns (Ad1, Ad2, Wd, Ws). The 2-aircraft case probably has a unique solution. We have: Gs1 * cos(Gd1) = As1 * cos(ad1) + Ws * cos(Wd) Gs1 * sin(Gd1) = As1 * sin(ad1) + Ws * sin(Wd) Gs2 * cos(Gd2) = As2 * cos(ad2) + Ws * cos(Wd) Gs2 * sin(Gd2) = As2 * sin(ad2) + Ws * sin(Wd) One can probably square equations, add, and make use of the relationship that sin^2(x) + cos^2(x) = 1. I'm not sure what the form of the solution would be. I'm too lazy to work it out. It will be messy. I believe at first glance that the 2-aircraft case has a single unique solution (4 equations, 4 unknowns). However, moving on to more than 2 aircraft ... If there are more than 2 aircraft, the system is "overspecified" (there is a mathematical term for this, but it has been so long ...). You probably want a way to pick a single best solution among the infinitely many, assuming that you have some "noise" in the data. The style of solution you want is probably about the same as a "least-squares" solution to a system of linear equations, i.e. http://www.mathresource.iitb.ac.in/l...hapter8.5.html I would need to do some thinking about how to phrase this problem as a least-squares problem (the sines and cosines above put doubts in my head), but there is probably a way to do it. So, out of a group of data for at least 2 aircraft, you should be able to grind out a solution that is unique according to some constraints and assumptions. To summarize my thoughts: a)1 aircraft -- system not solvable. b)2 aircraft -- system has one solution, but I'm too lazy to do the algebra. c)3 or more aircraft -- system is overspecified, and some least squares approach should give a solution. One more thought: I've spent a fair amount of time in little Cessnas. It has been my experience that wind direction and speed won't vary too much over distance, but may vary EXTREMELY with altitude. I've flown on days when the winds at 3,000 feet were 15 knots and the winds at 6,000 feet were 50 knots (or at least this is my memory). I accept the assumption that winds affecting aircraft at the same altitude that are within maybe 20NM of each other are about the same. But I do not accept the assumption that winds at different altitudes are similar -- my experience says otherwise. If you agree, this adds yet another dimension to the problem. (BTW, near the end of my student training, I used to like to fly in heavy crosswinds to practice technique. We have an airport about 20NM North of our local airport with a roughly perpendicular runway, and I discovered that if the wind was blowing straight down the runway here I could get a perfect crosswind to practice with just by going N and using the other airport. The surface winds were always about the same at both airports. That is why I'm comfortable with the assumption that winds don't vary much over relative short distances.) Good problem. I am not a mathematician. I hope others can add more insight. ***** |
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